{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "quiet-staff",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "plt.rcParams['font.sans-serif']=['SimHei'] #用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus']=False  #用来正常显示负号\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "super-society",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.figure(figsize=(20, 8), dpi = 100)\n",
    "plt.plot([1,2,3], [4,5,6])   # plot 点的意思， 代表折线图\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "banned-bikini",
   "metadata": {},
   "source": [
    "![](imgs/fig.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "legendary-command",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))   # 在jupyter 里面绘图 尽量加上figure 生成一张新的图，避免数据写混乱\n",
    "plt.plot([1, 2, 3, 4, 5, 6 ,7], [17,17,18,15,11,11,13])\n",
    "plt.savefig(\"test.png\")\n",
    "plt.show()    # 一张图的绘制部分，尽量写到一起去，防止数据读脏"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "charitable-replication",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'F:\\\\龙坡\\\\代码\\\\ai2021\\\\移动2032'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 查找当前文件的路径\n",
    "import os\n",
    "os.getcwd()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "ranging-sudan",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_ch = [\"11点{}分\".format(i) for i in x]\n",
    "y_ticks = range(40)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "universal-compensation",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画出温度变化图\n",
    "# 创建一个figure\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 准备x, y坐标的数据\n",
    "x = range(60)\n",
    "y_shanghai = [np.random.uniform(15, 18) for i in x]\n",
    "\n",
    "# 添加3号\n",
    "# 生成北京的温度\n",
    "y_beijing = [np.random.uniform(1, 3) for i in x]\n",
    "\n",
    "# 画折线图\n",
    "plt.plot(x, y_shanghai, label=\"上海\")\n",
    "\n",
    "# 添加3号\n",
    "# 使用plot可以多次画多个折线\n",
    "plt.plot(x, y_beijing, color='r', linestyle='--', label=\"北京\")\n",
    "\n",
    "# 添加1号\n",
    "# x轴刻度\n",
    "plt.xticks(x[::5], x_ch[::5])   # 数据和刻度要一一对应，有多少个数据，就要有多少个刻度\n",
    "plt.yticks(y_ticks[::5])   # y轴刻度\n",
    "\n",
    "# 添加2号\n",
    "plt.xlabel(\"时间\")   # x轴标签\n",
    "plt.ylabel(\"温度\")   # y轴标签\n",
    "plt.title(\"中午11点0分到12点之间的温度变化图示\")   # 标题\n",
    "\n",
    "# 添加3号\n",
    "# 添加图形注释\n",
    "plt.legend(loc=\"best\")\n",
    "\n",
    "plt.show()\n",
    "# 每次有修改要记得重新运行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "monthly-manhattan",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-34-171c152d5b10>:25: MatplotlibDeprecationWarning: Passing the minor parameter of set_ticks() positionally is deprecated since Matplotlib 3.2; the parameter will become keyword-only two minor releases later.\n",
      "  axes[0].set_xticks(x[::5], x_ch[::5])\n",
      "<ipython-input-34-171c152d5b10>:28: MatplotlibDeprecationWarning: Passing the minor parameter of set_ticks() positionally is deprecated since Matplotlib 3.2; the parameter will become keyword-only two minor releases later.\n",
      "  axes[1].set_xticks(x[::5], x_ch[::5])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画出温度变化图,展现在不同axes里面\n",
    "# 创建一个figure\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 准备x, y坐标的数据\n",
    "x = range(60)\n",
    "# y的刻度范围\n",
    "y_ticks = range(40)\n",
    "y_shanghai = [np.random.uniform(15, 18) for i in x]\n",
    "\n",
    "# 生成北京的温度\n",
    "y_beijing = [np.random.uniform(1, 3) for i in x]\n",
    "\n",
    "# 构造中文列表的字符串\n",
    "x_ch = [\"11点{}分\".format(i) for i in x]\n",
    "\n",
    "# 画折线图\n",
    "axes[0].plot(x, y_shanghai, label=\"上海\")\n",
    "# 使用plot可以多次画多个折线\n",
    "axes[1].plot(x, y_beijing, color='r', linestyle='--', label=\"北京\")\n",
    "\n",
    "\n",
    "# 美化x,y的刻度值\n",
    "# 第一个参数必须是刻度数字类型，第二个是对应着第一个数字的中文描述\n",
    "axes[0].set_xticks(x[::5], x_ch[::5])\n",
    "axes[0].set_yticks(y_ticks[::5])\n",
    "\n",
    "axes[1].set_xticks(x[::5], x_ch[::5])\n",
    "axes[1].set_yticks(y_ticks[::5])\n",
    "\n",
    "# 增加x,y描述信息和标题信息\n",
    "axes[0].set_xlabel(\"时间\")\n",
    "axes[0].set_ylabel(\"温度\")\n",
    "\n",
    "axes[1].set_xlabel(\"时间\")\n",
    "axes[1].set_ylabel(\"温度\")\n",
    "\n",
    "axes[0].set_title(\"中午11点0分到12点之间的温度变化图示\")\n",
    "axes[1].set_title(\"中午11点0分到12点之间的温度变化图示\")\n",
    "\n",
    "axes[0].legend(loc=\"best\")\n",
    "axes[1].legend(loc=\"best\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "fiscal-cabinet",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 完成简单的条形图展现不同的电影票房之间的对比\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 准备电影的名字以及电影的票房数据\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴','降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "y = [73853,57767,22354,15969,14839,8725,8716,8318,7916,6764,52222]\n",
    "# 放进横坐标的数字列表\n",
    "x = range(len(movie_name))\n",
    "\n",
    "# 画出条形图\n",
    "plt.bar(x, y, width=0.5, color=['b','r','g','y','c','m','y','k','c','g','g'])\n",
    "\n",
    "# 修改刻度名称\n",
    "plt.xticks(x, movie_name)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "tutorial-robin",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 三部电影的首日和首周票房对比\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','寻梦环游记']\n",
    "\n",
    "first_day = [10587.6,10062.5,1275.7]\n",
    "first_weekend=[36224.9,34479.6,11830]\n",
    "\n",
    "x = range(len(movie_name))\n",
    "\n",
    "# 画出柱状图\n",
    "plt.bar(x, first_day, width=0.2, label=\"首日票房\")\n",
    "# 首周柱状图显示的位置在首日的位置右边    # 将第二个柱子移动了0.2\n",
    "plt.bar([i+0.2 for i in x], first_weekend, width=0.2, label=\"首周票房\")\n",
    "\n",
    "# 显示X轴中文，固定在首日和首周的中间位置\n",
    "plt.xticks([i+0.1 for i in x], movie_name)  # 将X刻度向 左移动了0.1\n",
    "plt.legend(loc='best')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "baking-dayton",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 展现不同电影的时长分布状态\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备时长数据\n",
    "time =[131,  98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114, 119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115,  99, 136, 126, 134,  95, 138, 117, 111,78, 132, 124, 113, 150, 110, 117,  86,  95, 144, 105, 126, 130,126, 130, 126, 116, 123, 106, 112, 138, 123,  86, 101,  99, 136,123, 117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127,105, 120, 107, 129, 116, 108, 132, 103, 136, 118, 102, 120, 114,105, 115, 132, 145, 119, 121, 112, 139, 125, 138, 109, 132, 134,156, 106, 117, 127, 144, 139, 139, 119, 140,  83, 110, 102,123,107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133,112, 114, 122, 109, 106, 123, 116, 131, 127, 115, 118, 112, 135,115, 146, 137, 116, 103, 144,  83, 123, 111, 110, 111, 100, 154,136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109, 141,120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126,114, 140, 103, 130, 141, 117, 106, 114, 121, 114, 133, 137,  92,121, 112, 146,  97, 137, 105,  98, 117, 112,  81,  97, 139, 113,134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111, 101, 110,105, 129, 137, 112, 120, 113, 133, 112,  83,  94, 146, 133, 101,131, 116, 111,  84, 137, 115, 122, 106, 144, 109, 123, 116, 111,111, 133, 150]\n",
    "# 定义一个间隔大小\n",
    "a = 4\n",
    "\n",
    "# 得出组数\n",
    "bins = int((max(time) - min(time)) / a)\n",
    "\n",
    "# 画出直方图\n",
    "plt.hist(time, bins)\n",
    "\n",
    "# 指定刻度的范围，以及步长\n",
    "plt.xticks(list(range(min(time), max(time)))[::4])\n",
    "plt.grid(True, linestyle='--', alpha=0.5)\n",
    "plt.xlabel(\"电影时长大小\")\n",
    "plt.ylabel(\"电影的数据量\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "metropolitan-police",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 展现每部电影的排片的占比\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 准备每部电影的名字，电影的排片场次\n",
    "movie_name = ['雷神3：诸神黄昏','正义联盟','东方快车谋杀案','寻梦环游记','全球风暴','降魔传','追捕','七十七天','密战','狂兽','其它']\n",
    "\n",
    "place_count = [60605,54546,45819,28243,13270,9945,7679,6799,6101,4621,20105]\n",
    "\n",
    "# 通过pie\n",
    "plt.pie(place_count, labels=movie_name, autopct='%1.2f%%', colors=['b','r','g','y','c','m','y','k','c','g','g'])\n",
    "\n",
    "# 指定显示的pie是正圆\n",
    "plt.axis('equal')\n",
    "\n",
    "plt.legend(loc='best')\n",
    "\n",
    "plt.title(\"排片占比示意图\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "capable-substance",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "metric-gregory",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "selected-memorabilia",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = np.random.standard_normal(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "formal-landscape",
   "metadata": {},
   "outputs": [],
   "source": [
    "y = np.random.standard_normal(1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "supreme-formula",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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NqP08T5ybCT2m7aT++AtnO1ZxjXmBx18425ZnYHNfsgY9PmnvMTgx5EKIbxPRGhfH6mWSPghRmjmtKHtGfTagf4Dl+x5/4axx4gjW/3ZNP2ykVRSbpjaf279qMhli3fcnX+92QlK/knY7vq7FyIloD4A9ADA0NNSt0xYCW4/oA8vQgDdA+PDjRlvc/EuHT+HAkbM4sONqlb6xZ0+3QhDyPb/2zCksiKa6w7bOSlqsrpRx+cqc9SqkiPgrR0psErFmL1/BLfuOYsXi9yS97qiGuEgJSUUm7T2GrqlWhBBPCSFGhBAjq1aZY4D9hEpfvvfwKTw6eabjvbrZu1L22mKXXomU4YHZeqMVez5w5Kwyjixfmq03Yqk7bLG58ca2rY20CikijQWBh5453aZkGNu2tpkRauDSlflWAlPwe/KHpXR11eXrLCvsDmnvMfSNaiWv6cUqj0gAOPTKWxi5+bq2MapqgHgD1PKyJaZekfIhTyIPdMGKQQ+DS5cYPc/R4WqrUmIvI9U10pu+97aquYWQBdIQH9ixvm3lBVy9Z4D0l/zMVdLcY+gLHXme04t1no8A2jb7JqdrOPydtzveF03P0SSN2t5Rmb3c6KiNrqLfDEq9MY+nX3078WpIXrfR4WpHu72J+ze2DAqXtu0NnHjkRPQ0gH8P4FNE9A6A/UKIP3ZxbBfkOQ5oiof6jfzEsfPKUMi8r6mDZGUEdUtWrK6UjQ2KK2UPk9M1XHYUp/cGCLffshIvf/89J8dLkyjZpiqChjjoCUq5qFyd3ntbFSfOzeRutcrY40q18oCL46RFnuOAY9vWYu/hU0pj5vdGTWMN/m7/Pes7ytYmpUSEBz57E0Zuvq7Vzb5EhHkhUK2UsebHyvib779nLf27uLi5qmO23tBelzg0FgT+pgBGHEDrusbB33ZOhUql8tzJmtN4rdyDkeG7sDExyemL0Eqe04tHh6vYvXmoIyQa9KpMYw3+TqbkR6lAGMa8EK3Qzsv77sBXdm3C9SuWtcb9d+/+SySja/Ne1/ucSY6XMGRtTdkrYfO/Xhn77z8OSZ5KOzFFqqH8ezDvX27ESkJi7OkLQx4lDuiiHkLUYzwxugFP7trUimOuHPRwzZIB7D18KlTJ4JVI+Tlkxb0L49udGfTGgsCBI2eVew55D+UkpRvimRIR7r2tigv/HH+lGGaUTan/LtCFABvzgislpgiJDPRdIyMjYmpqqqvntFGtqLrRlL1SpGWn7hi2cUjTGADEWrLG6bJjoppSM2Sm+V0n/Z4IwA/GtwPovO/f/aCulKaWiPD9gz+f6LwAcMu+o9pJzz8uJh5EdFIIMRJ8vW/khzbSHxeborpjHHrlrdYNbkraMI3BplExoJ60Du7cYN21J4yiG/EkMei0cTHZmtrI6XB1PUyb93kIZfYqfWPIbXCxKWqSE/rRTRBRxxA02sHaJ7WQTcV+w7aGuU5Nk3fC2sjpcBV+G9u2tkO3DuhDgIwb2JD7cJEcEaUD+8XZeochXlH2lMk6qjGoPC6/5890smQAsCmmWBogzEWonlUpe2jML+DSFbfFw2woEWFBiI6Qna0DQgivuGiLPHcRVSt5TRq0gQ25Dxf1EFTH0Hl3K8pehyH2SgRvgNo8Gt0YdFmheadaKVvV9E4D24q4UYw40Gz4TDHazrnggc/e1Np/kRuKo8NVa6dCAHjuZK0jkzguRaySWPTiYX2hWrHFRT0E1TF2bx5SqmaIOmOijXmBa5ctsRpDHnTwcagtdqvvJS439N540rBF2StpW8stX1pqax7tz1q2bZ4NZN9KLmuK3pOUPfIALrwJ1TFkIo1/2aaLXb9/uYHpx+4KPU+UME7e+PDj3pYrSqoh37WKlYt1aPz3CqDu7uSVBjpCcfXGPA4cOYtT+5v3kKxoGUZRHQMX5Dlp0AY25F1CZdwfeua0Ui1g2xk+Shgnb7hu3tAtol7f2mwdY8+ejnSO7bfegCdGNyh/F3QGdEXFZuuNVv6C7bXuZ1VJ0YuHFcaQF3kjQodO8mUrBVN1HXLdsWfQG1D2xcyCPExScc6vSpAxcWixwqXOmPsxrcoOHDmL5dfYPeJpqEqK9MwWvSdpIQx50TciVExO17R65igx1bAwzkAMzbRfZbBl/Dgu52R5mbUR7xYCwNcCZYx1z8BPDa3QGvLZesO6GcnypU1TENZVSoeNDDbPz6yLVoxZUojMTl1X8WqlbFUKNW+YMi29EmH50iX4oN6IfTP5Hyrbb7eqOZcpU49Jl0rZa8W5dc9AGFGycINZpbZZzar7Wbd6Kuozmxd0mZ2FUK3kdSMibl0WXaIGLd79s/VG7LrpwTootugmjKLECHsR/yZm3Ht967pVVsqVElFs1UYUGWzWz2yvUojQSh43IpKEe3QekhBAI7BCclEiwIa9h0/h2am3cOGf621LS1VXIqb7xFUoPf3q25gXwri/YKrvYnPOKMaZHYN0KIRHnscuJnF1p7KZQhSiPChhD57u3ALAy99/r02PPPbsabx4+l3rczNuWb706j0fRRPuR+6PCDSba0g9ulRGyTwF3b4MAaErQp1xDivNzLjDVYeguwH8HoASgD8SQoy7OK4kjxsRpnCPabd+4th5pWdEACqazj4ryp7VJpSp446MTU5O16w1zY0FkXlvz7ywfGnJSfq9VyJA2ClZLl2Zb+1RVCtl/NTQikQdjhoLAoNLl2hzFFSNPGTLQdOzplN8cOeh7pHYkBNRCcDvA/g5AO8A+C4RHRFC/F3SY/vJW9qvbqlbGexMu/eHXExFtfbfs77jgfAGCJeuzLUMaljlRN0kIT2h0eFqWx2MvFH2BlDPidzRj1caQLWyNFECltxQBmC9Ge2vmKk7tzSaNnV2dPff6HBVO8GHfeY8Olr9hovQyu0A/kEI8Y9CiCsA/gLA5x0cN9fowj1CdKbd+0MuumVotVJWpvdfu2xJR8s2XQjHNEn4ZWyXHPXBTIO5BaFsoBHGNUvSjRLO1htGg0YWY/DXQnl53x1OanOXiHBw5waM3HydddelNfuOYvi3XuoImVQMZRMenTyj3NiXG/4yMenJXZusyy0z7nBx91cB+Nu7v7P4WhtEtIeIpohoamZmxsFps0VXl0Wn263N1lsSMl3sUBWSmdV03lEZ7YqmHoc/zjlx7LzTXp6ukbVmovLJXLZe/JO7NoXGsFVKJNssXh2yJO/Y16Nlj6rar5mGcuiVtzrquTw6eaajU1RUlRXjhsQ6ciK6H8A2IcR/Wfz5lwDcLoT477q/yaJDULfQ6X2DsWv5s3+5rYozLvMGlHHzoB5X9krUxV7l+7PUhee5oUNS4nRNkk2rk8S9k15T/30U9d4wJbSxVjwd0tSRvwPgJt/PNwK46OC4XcNFn06JKuSi2oAUaC5l5TJUp4IRAlaKHV2vRIlcEWTZgLhXjTjQXCFF9a5rs3V858L7ic6b9JrWFjfngejSQN25WSvefVwY8u8C+DQR3UJESwH8IoAjDo7bFVSNhKMsD4OTAICOkIvuUZutN/DoZHPjUnfzf1BvWJXWDXt4CMlbtAk0a68wnayulGMZ1ShhrgFqlk8gJA/J+PGXvfVK9sfVDcEf4nPpJDF6EqtWhBBzRPRFAMfQlB/+iRDibOKRdYkkfTp1SUEHd25oW1qa0qsPLdbUMCU92Sh2TAkjpmSQqEvzvBTQyhNlr4St61Y57870lV2btEqQW/YddXYef09YAHj8hbOtcF6l7OFzG2/oKMRW9kogCOX9IG+nXqyRlFec6MiFEN8A8A0Xx+o2SdL/bScBUz1qqdNNUn1tcrqGywYliqmr+Ze/sFFb94VRc82SgdbmKqH5nT/96ttOjXil7HXI+h5/4SwOHDmLD+qNWMXQTMj7Xec0qOrp60royg1/F83MGTsKkaKfJknS/3XGXsaj/Tf9Sk2yjzxOFC2uX92youzh0pW5WEoU6e0D+trofkybr/2EXyEjr1gSozoAIOjXXroyh0cnz7R5wv7r7nq/Iex+Vxn4iWPnjc9OXmsk9SJ9H/BMkv5vuvmDMfftt96g3SyUxxkdrrb0xTotbjCmP1tvxDLi/s84OlzFl7+wMXQzc4CAj9lzd46n0J835gWefvXt0JWSjJUniZjHTZ0Pe3Z0zwfXW3FP3xvyJH06betf1BvzOHFuBrs3DyWqPzE5XcNDz5xOHAZRfcbR4Sp2bx4y/t2lK/O5zLosOjoNvI3XPS+EcUM9jErZi9yXVhL27OSxRlKvUoh65N0kalcTaVzDHjoC8IPx7bG7pphqmEflgiGjcPcf/m0iXTPjDpuN6KRdk9LWfCftElSkLkPdQKcj7/sYuZ84u+yjw1Xtpo8ff/gkzo0YtzxtEJnl6U/Z9z8opk3TXiLNtnFxkoOCyPopYW37BJohL1UKQcVi/yQYr3ZtOJPUSGLViz19H1rxE7c0bVjMz8Vy0rRBJMuTEtAqU6pDqmQAtYY+zkamDBeViPDg5qHQMWRN2Sspw1yu2LpuVaR2fZJK2WsLUTwxuqEtdKFDlwf2uY03tFq46fDfu0lzKlwT93nsR9gj9xF3l93UzV7XQs1PmBc0OV3Tys1KRJi4f2Pb+x+dPGPUNEtv0ZWXH/ych3LeiKLemHeu+fYTtxHHJ3MLeHLXpo69i9HhKh6dPBP5uCfOzRh7dgYdDJ3hfOiZ062x6EgjBMKqF3vYkPuIK0VMUsYzbPkof6+Llf5oufMrfGK0WQ1Pp12X3p3LB8I/7rjdbLpJHCPulSjVgmNBjbU0jnGvpbwXVX8vqyb671Hd/TAvRKsol0lJ5ToEksfOYHmFQys+kuyy20gHVYQtH8O85vcvN5TLX9P5BZoPn+sHQnpvW9etcnrcvNCNqpGyMcmmx1/Clw6fSjQhSodCdU9/+QsbO+4R0/3QmBd4/AV1wnZaIRBWvdjDhtxHEiliXMKWjzYPsuqhmZyuGetxyGzSOO3DTMwLgedO1sAlWeIxuLSEh58/Y934o1L2lPVRvAFqrQoP7tzQVmt8mebLCbsfTAltUV63JYvnsahwaCVAtzsRhS0fbWuh+LNJZban6e/82aQ28sko1BvzsTYSXag98srKQQ+DS5eEfr6o7eQ+t/EGjNx8XUd9lAM71rfdx36tulzFAeiIxwOwbgUoSTMEkrfOYHmF/aYIpFHJLWz5aGtgZXVD22xPvxzyy1/YGOqZR622F3VaKBFh67pVxgkgqcrEZcXAKHglwv571qeySffcyeY9OP3YXbgwvh0Xxrfj1P672oxf1NCHtqqhpoMQh0Cyp6898ig77Uk2dEznCdsotfFSo2qipdHfMn687VwmTyztWuLzQoQqSeKOoOyVcHDnBgDqBsOuKXsDWOaVMHu50fZ9ptEr1aYIlakm0C37jrbGCDRL2qq+am+AcGDHeuVxuGdn9vStIY9qmONWcrM5j2n5qJI2eiXC8qVL8EG9EVkh4jf6wbFk3ZQ5DQMblH9OvfleqtJDU6ak7YIg6sQc5umb7hG/XnyZN6DcWFdJXINwCCRb+ja0YtLMqkIncTd0ku7oqzZ8Ju7biFP772opZGyTT8reQIeB8I/lwI71sRof5xVpVP0G5onRDXhy16bW9ayUPSxf6m7D9/1Ln2D4t15S3kO6/qtBpC7flrBYtM2mdr0xr93MXBCCjXTO6VuP3KSZBTq91bgbOqZlrT9V3kSYt6Py2oOUvQFtwSt/LWqgfYmcx81H02fxU5utY82+o1g56GH/PetDV0BrHDRruNxYaDVbCN5DFUMpYz+yBeDkdM0qFHT5ylzHvRQM5917WxUnzs3g4uI+ShQqg15HWWY27PkikUdORPcT0VkiWiCijkIuecZmR93vrcbd0DGdx1X6s/TadZt5BGCZwSPzj9Gvhx/btjazDUITH0eswOjvGG/asE7js/rvIdtthtl6A2v2HcXEsfNWRjeYS6BKtX/uZLOV2w/Gt2u9/UrZ67jHvRLho4/ncpO2z6hJGlp5HcBOAN92MJauYquh9nurYZpWlZEwnUeGclwZc5365Gd+/Drjsl41GYVllGZJnBHJhBZTLZG0PqtcfZnS5XV/Zzu1hCWR2TglB3as77jHly9d0tHUm+ud5I9EoRUhxBsAQDn02sIIhhF0tUyC3mpUVcvBnc3CRzpFyLwQziq6jQ5XlZt533vrA+2yfvnSEiaOncfew6dQGfQgBFJpJZYHVJ+/3phvZSxG7V8ahYefP4MVZS/yZrKA/eandDrC9nPCVCb++1DXG5TrneSLrsXIiWgPgD0AMDRkbmDQLfyGWVfvWxV/VGHygl7ed4exZobLPoYnzs0oNzSvWTKAslfqUL9cmVtojSvNVmJ55v3LDfza4VMd7dZcUm/MY5k3AG+AOjzcMASuTjLVShmXPplTTgjS6bDZz7FVmbhI9uGa4ukTGlohom8R0euKf5+PciIhxFNCiBEhxMiqVfmrxaFKZQb0tUyChHlBYaEcVx6O7jgf1BtWy+Z+pRt9j2YvNzBx/8a2e2zQspbBvBCtPZkDO9Yb92tcJugkPVbeSuP2KqEeuRDizm4MJA+MDlcxcex8h7dj4zHbeC7XLFHrdIPvS4JpHEEvTLds7gYDJK9Hd1rHeQNA1l3qVN8BYK+W8a/wgPDQiAsvOOmx4uZfMNHoW/mhDpc1yaXnEtamLaqHY3qoTOMIYiMvTCtu3FwIpLe3QtRUiawc9PBJY74lCewWA2j38k3fcZRr7I9zdytBJ8mxuKZ4d0gqP/wFInoHwE8DOEpEx9wMKzvidv42qVpMpWh1Fd1UChibZWqUinFh4Z6yV8IDn70pVrcbG1w0tdAhRDOt/KNP5pwZcX8npjCp4gLQem9Y1b4oE2XRanHrxisAZ/WKGG6+3IHKe5a1OuJ6JbfsO6pUHciGzLZjWOYNKJUXSRro+j18v2pldaWMretWhfaM9OPKew9uyuYBArB78xCeGG3WbLFthh1MRgpiSvoJqlWS3odZYLMaLdpnyhJuvmxJGgWAdCGMASJlI2TVe+uNee3DELZMDSvapftsW8aPWxvUC4sT0uR0LXIZVD+yNorr0rpJEWi2cDtxbqZ1/abefC+0/ZquZKxEl/RDaOr/X/nH9zEvBEpEuPe24tUz8T9Puvua4+XJYUOuwHUBIF0KvV9DDsDKw1NhWm4nqdpoG8f0qzBGh6uxDbmMI48OV7E3wWSQJrXZOsaebbY9O3FuxupvTMZKd40Fmvp/OZnJhh0jN1+nbbeWV4mffJ50K1OOlyenb4tmdRNTCr18yG0aIatSqAHg0idz2lhjkqJdNvFYVXnTuDF1v8eZ51hwY0HgwJGzkQyQ7r26z1kisv7eiiLxi7v/xITDhrxLjA5XsaAJFVycrYcaBX8K9crBdq37bF2vdbdVDdiWFxhAUzoINI3Nrttv6vD8xratVbYfC+PF0++2H0NTiTEPBRpnF/cRbFldKVtf47JX0oaVVOGJqJU8s4IbUKQHG/KUUD20Jo/EZBT8qofR4SoGl3ZGxHTemo0XpPPoALQpYCplD6USQeYQyeW+qvHzxH0btZ9Hh1+/PzpcxbXL1JG/FWUvNSVNFMa2rbUSUJa9ErauW2V1jeV3rVPFqF43VfLMk4fOPTjTg2PkKaCLS997W7VDBeL3SGzVMlG0uTa68rDyAqPDVUxO15QbkMFiTf4Y7UrLsq06dIW+Zi83MP3YXdgyftxJmd0HNw+FbloGWTnoWe0HyP6ZNtfYj6k2TxCbfABZUyZro8kNKNKBPfIU0D20J87NaD2SKN5KlFij6rj33tbUtsvVgs4IyIkhrBKinKj83ubY109HNuLBkJHuc0q1j20FyzBOnJuJVMJW9uAE9PsBJSJ8ZdemVv/MqIkxuuOqXre9Du9fbmTulTPpwB65Yyana0bDaPJIbL2VKNmbweOqVgs6pCEN24hVbcyFNX9Wsf3WG9p+DlP7yMqSciWwTNNwokSAaThRmi0EW8epxkiLY5QrlTiNSaJ8x7aVPOV72CPuPdiQO0QaSR2udueTaN1t1DES2aDZZOxdJu8E5Xzy85hCOv6wxI8//A3lccPmFPm92IRpgolXQZ10sCfq3sOnMPXme9i6bpUyfLN1nbqAXNTvODhZ60IzLPXrTTi04hCTkXS9O+/v5KOKseqI+iCHGTcZtnGBamwmtY+caJI2hrj0yRy2rlsVO0wjv4tqpdzh2QsAh155q02R40enRU+iCx8drnZU8ZTo1DNMsWFD7hCTkczL7rxrze7ocNVZrDqOztivyNC2uiMYxzdbb+C5kzXce1s10aRkSu7RNZRQ/Y0LXbiu1K1OPcPGvNiwIXeIzuBUF8uXSrL0iGwlczZIo+ffUNVBaKpDdPpy04olbKKQYZYHPnuT8ve7PztklPTJY5w4N4OX992BBzerG58MEIzfVZxJUjY29t8LSZK4JLrN8xPnZhIfm8kfbMgdYpPwkHUW3uhwFbs1hsqEygT6M0pleOEruzYpE3lkwamJ+za2DL40rGF6YpuJ4uJsHU+MbsCDm4daxy0R4cHF85pCNP5jAMAToxuUDR8WBIwGzzRJrhy0b2wcpiKyRRV+C1PPcNilmPBmp0NsNqjyUGj/idENePH0u9b9I8teCffeVsXR195tkxTKjFIgULclYM28EmHk5uta74vb4GB0uKrdfJXe8MjN1+HEuRlcnK3j+hXLWueV77FR6UxO17Slb03GVBbSCvZMLXulllzRf2+oWrbVG/PaKpIuwmIm9UySujxMtnAZ2y4TtaRtHGw2ykzlRb0BwrXLlmD2cqPt73VGtESEL39ho/E9SUrtho1bJk4B5qQq02c2HSPq57DdqNTdC3I8Lksp+8emu0a6CoWuvjsmOVzGNie4aGZrwtarCsrm/M19dYbHlAouz5F2RxjTqkdVdte/2rH5zKbSvaY4fhyVie5ekONJo5qh6frpKk6yZDH/JDLkRDQB4B4AVwB8H8B/EkLMOhhXzxI1mScqUUI3UcMcptCEPEfaExWgH7fNJBL2meMoj+KGJEz3Qpqp7Lpjd+O7Y9Ih6WbnNwF8RghxK4C/B/Bw8iH1NmkXDkrTIw5TvFycrWda4c4kX7TdxLNVHvmJqzLJWxEprk5YXBJ55EKIl3w/vgLgvmTD6Q/S9LbS9KrCikSt9hm7LJocqDxcb4Awe/lK27hNHnPYikkVQkkyeSa9F1w2lMjyu2OS4TJG/isADut+SUR7AOwBgKGh6PI3xo60QzdVzURBi+cGOg2Cv+ZImgTPu6Ls4dKVOVy60hnzNoWb/MfwGzNdCKWiqfKYdkgiDZUJVycsJqGGnIi+BeB6xa8eEUL81eJ7HgEwB+CQ7jhCiKcAPAU0VSuxRsuEkrZXpSsStXvzkLEwVxoyNp03Ks+xZfy4UWKpaq7hP96TuzZZSUevWTKgVJmkHZLIg5SVyQehhlwIcafp90T0ywA+B+BnRRZaRqaDtDfKgOy18jaTRVhoQ9VcI87xPqg38OSuTdprMjldw4EjZ1uTyspBD/vvWZ/4WqStEGKKQ1LVyt0AfgPAvxNCXHYzJCbvxFV+uDQwNpOFSWUTpblG2PHk3oBO0TL27Gk0Fq76OO9fbmDs680GzkmMOatMGElS1cpXAfwIgG8S0Ski+gMHY2IKilSG6JZlLg2MzWShq9FSKXsd6pC4xwtuhKrqpviNuKQxL0JVLWGwyoSRJFWt/ISrgTDFxpQ1Cbg3MDbeaJT9gqTH04VmTLXak65QWGXCSDizk3GCqRa7KVs0iK2czladY7tfkPR4utCMrm4K4E4SyoabYUOeEi71vUUYj867JHR21TGN0Vbt4tobTXo8U/kCb4A6witeiTgEwjiDDXkK5K2KXDfG42LjLaraxe+Nyolq7+FTsY16Eu82rG5KGqoVhpGwIU+BvOl7uzEeF4lIcdUueZg4s6qbUnTytnItKtxYIgXypu/txnhc1A2J0+oNiF/rxCV5q5tSBLJustJLsEeeAnnT9+rGUxlUN+iNS1LPM65Xn5eJkz3vaORt5Vpk2CNPgbzpe8e2rVX2yvzo47lceT9xvdq4njyTLXmZgHsB9shTIG/63tHhattmm6SxIHLn/cTxatMuFMakQ95WrkWGDXlK5G2Z/YGmeFQveD95mzgZO3gCdgcb8j6h172fvE2cTDg8AbuDDXmfwN4Pk0d4AnYDG/I+gb0fhuld2JD3Eez9MExvwvJDhmGYgsOGnGEYpuCwIWcYhik4iQw5Ef02Eb222B3oJSJa7WpgDMMwjB1JPfIJIcStQohNAF4E8FjyITEMwzBRSNrq7UPfj8sBbbtGhmEKBpeYLQ6J5YdE9DsA/iOADwBsNbxvD4A9ADA0NJT0tAzDpEgearwz9pDQ9BNsvYHoWwCuV/zqESHEX/ne9zCAZUKI/WEnHRkZEVNTU1HHyjCpwh7oVbaMH9d2PLJt3ce4h4hOCiFGgq+HeuRCiDstz/HnAI4CCDXkDJM32ANth0vMFoukqpVP+37cAeBcsuEwvcjkdA1bxo/jln1HsWX8eK5qoEvy0GUoT3CN92KRVLUyTkSvE9FrAO4C8KsOxsT0EEVp58UeaDt5a47CmEmqWrnX1UCY3qQo7bx6vcxvVLjIWrHgollMqhTF0+Uyv51wkbXiwCn6TKoUJdYat18ow+QB9siZVCmSp8seKFNU2JAzqcKxVoZJHzbkTOqwp8sw6cIxcoZhmILDhpxhGKbgsCFnGIYpOGzIGYZhCg4bcoZhmILDhpxhGKbgsCFnGIYpOGzIGYZhCg4bcoZhmILDhpxhGKbgsCFnGIYpOE4MORH9DyISRPQpF8djGIZh7ElsyInoJgA/B+Ct5MNhGIZhouLCI38SwK8DEA6OxTAMw0QkkSEnoh0AakKI0xbv3UNEU0Q0NTMzk+S0DMMwjI/QeuRE9C0A1yt+9QiA3wRwl82JhBBPAXgKAEZGRth7ZxiGcUSoIRdC3Kl6nYg2ALgFwGkiAoAbAXyPiG4XQvw/p6NkGIZhtMTuECSEOAPgX8mfiegCgBEhxD85GBfDMAxjCevIGYZhCo6znp1CiDWujsUwDMPYwx45wzBMwWFDzjAMU3DYkDMMwxQcNuQMwzAFhw05wzBMwWFDzjAMU3DYkDMMwxQcNuQMwzAFhw05wzBMwWFDzjAMU3CcpegzDABMTtcwcew8Ls7WsbpSxti2tRgdrmY9LIbpadiQM86YnK7h4efPoN6YBwDUZut4+PkzAMDGnGFShEMrjDMmjp1vGXFJvTGPiWPnMxoRw/QHbMgZZ1ycrUd6nWEYN7AhZ5yxulKO9DrDMG5gQ844Y2zbWpS9UttrZa+EsW1rMxoRw/QHiQw5ER0gohoRnVr89/OuBsYUj9HhKg7u3IBqpQwCUK2UcXDnBt7oZJiUcaFaeVII8T8dHIfpAUaHq2y4GabLcGiFYRim4Lgw5F8koteI6E+IaKXuTUS0h4imiGhqZmbGwWkZhmEYACAhhPkNRN8CcL3iV48AeAXAPwEQAH4bwA1CiF8JO+nIyIiYmpqKPlqGYZg+hohOCiFGgq+HxsiFEHdanuAPAbwYY2wMwzBMApKqVm7w/fgLAF5PNhyGYRgmKqGhFeMfE/0vAJvQDK1cAPBfhRDvWvzdDIA3Y59Yz6fQDPXknaKME+CxpkFRxgnwWNMgyThvFkKsCr6YyJDnDSKaUsWP8kZRxgnwWNOgKOMEeKxpkMY4WX7IMAxTcNiQMwzDFJxeM+RPZT0AS4oyToDHmgZFGSfAY00D5+PsqRg5wzBMP9JrHjnDMEzfwYacYRim4PSUISei316s+3KKiF4iotVZj0kHEU0Q0bnF8f4lEVWyHpMOIrqfiM4S0QIR5U7eRUR3E9F5IvoHItqX9Xh0LNYj+iER5TpxjohuIqITRPTG4vf+q1mPSQcRLSOi7xDR6cWxPp71mEwQUYmIponIaRZ8TxlyABNCiFuFEJvQLBfwWMbjMfFNAJ8RQtwK4O8BPJzxeEy8DmAngG9nPZAgRFQC8PsA/gOAnwTwABH9ZLaj0vKnAO7OehAWzAF4SAjxbwBsBvDfcnxNPwFwhxBiI5rJiXcT0eZsh2TkVwG84fqgPWXIhRAf+n5cjmbGaS4RQrwkhJhb/PEVADdmOR4TQog3hBB57aB8O4B/EEL8oxDiCoC/APD5jMekRAjxbQDvZT2OMIQQ7wohvrf4//+CpuHJZZF50eSjxR+9xX+5fO6J6EYA2wH8ketj95QhBwAi+h0iehvAbuTbI/fzKwD+d9aDKChVAG/7fn4HOTU6RYSI1gAYBvBqxkPRshiuOAXghwC+KYTI61i/AuDXASy4PnDhDDkRfYuIXlf8+zwACCEeEULcBOAQgC/meayL73kEzaXsoexGajfWnEKK13LpkRUNIroWwHMAvhRY7eYKIcT8Yjj1RgC3E9FnMh5SB0T0OQA/FEKcTOP4Llq9dRXbsroA/hzAUQD7UxyOkbCxEtEvA/gcgJ8VGQv6I1zXvPEOgJt8P98I4GJGY+kZiMhD04gfEkI8n/V4bBBCzBLRX6O5D5G3DeUtAHYs9jVeBuBHiehrQogHXRy8cB65CSL6tO/HHQDOZTWWMIjobgC/AWCHEOJy1uMpMN8F8GkiuoWIlgL4RQBHMh5ToSEiAvDHAN4QQvxu1uMxQUSrpOKLiMoA7kQOn3shxMNCiBuFEGvQvEePuzLiQI8ZcgDji+GA1wDcheYOcV75KoAfAfDNRbnkH2Q9IB1E9AtE9A6AnwZwlIiOZT0myeKG8RcBHENzU+4ZIcTZbEelhoieBvC3ANYS0TtE9J+zHpOGLQB+CcAdi/fmqUVPMo/cAODE4jP/XTRj5H3X4IZT9BmGYQpOr3nkDMMwfQcbcoZhmILDhpxhGKbgsCFnGIYpOGzIGYZhCg4bcoZhmILDhpxhGKbg/H+yoE/loF8JTQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.figure(figsize=(10,10))\n",
    "plt.scatter(x, y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "latest-emperor",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
